Deep Learning for Real-Time Crime Forecasting and Its Ternarization

Real-time crime forecasting is important. However, accurate prediction of when and where the next crime will happen is difficult. No known physical model provides a reasonable approximation to such a complex system. Historical crime data are sparse in both space and time and the signal of interests is weak. In this work, the authors first present a proper representation of crime data. The authors then adapt the spatial temporal residual network on the well represented data to predict the distribution of crime in Los Angeles at the scale of hours in neighborhood-sized parcels. These experiments as well as comparisons with several existing approaches to prediction demonstrate the superiority of the proposed model in terms of accuracy. Finally, the authors present a ternarization technique to address the resource consumption issue for its deployment in real world. This work is an extension of our short conference proceeding paper [Wang, B., Zhang, D., Zhang, D. H., et al., Deep learning for real time Crime forecasting, 2017, arXiv: 1707.03340].     

Heterotricyclodecane IX. 2, 7-Dioxa-isotwistan, 2, 7-Dioxatwistan und 2, 8-Dioxa-homotwistbrendan sowie Derivate

The synthesis of 2, 7-dioxa-isotwistane ( 10 ), 2, 7-dioxa-twistane ( 17 ), and 2, 8-dioxa-homotwistbrendane ( 36 ) and several of their derivatives is described starting from endo-2-hydroxy-9-oxabicyclo[3.3.1]non-6-ene ( 1 ). The 10^O(7)-isotwistane iodide 7 and the corresponding tosylate 15 as well as the 10^O(2)-iodide 9 were treated under reaction conditions suitable for molecular rearrangements involving oxonium ions g and i , respectively, by neighbouring group participation leading to 2, 7-dioxa-twistanes and 2, 8-dioxa-homotwistbrendanes, respectively.     

Fette

Ohne Zusammenfassung     

Mathematical modeling of the temperature fields during the solidification of metal in molds of complicated profile

We present a computational model of the process of solidification of metal in molds of complicated configuration. The model is based on the theory of R-functions, which makes it possible to construct the normal equations of drawings and introduce additional parameters into these equations, by means of which one can assure the required behavior of the solution corresponding to the technological implementation of the process. Computational experiments were carried out using thePOLE system. Translated fromMatematichni Metodi i Fiziko-mekhanichni Polya, Vol. 40, No. 1, 1997, pp. 59–65.     

Infrared energy levels and intensities of carbon dioxide—II

Energy levels and rotational constants are provided for all carbon dioxide infrared absorption transitions of significance for terrestrial atmospheric transmission. Constants have been recalculated using new FTS measurements in the 4.3 μm region at elevated temperature, new FTS measurements in the 15, 5, and 2 μm regions, precise laser measurements around 10 μm, and high resolution grating spectrometer measurements of isotopically enriched samples. Band centers, band strengths, and coriolis coupling constants are given for some 560 bands.